Application of generalized singular value decomposition to ionospheric tomography

The electron density distribution of the low- and mid-latitude ionosphere has been investigated by the com- puterized tomography technique using a Generalized Singu- lar Value Decomposition (GSVD) based algorithm. Model ionospheric total electron content (TEC) data obtained from the International Reference Ionosphere 2001 and slant rela- tive TEC data measured at a chain of three stations receiv- ing transit satellite transmissions in Alaska, USA are used in this analysis. The issue of optimum efficiency of the GSVD algorithm in the reconstruction of ionospheric structures is being addressed through simulation of the equatorial ioniza- tion anomaly (EIA), in addition to its application to investi- gate complicated ionospheric density irregularities. Results show that the Generalized Cross Validation approach to find the regularization parameter and the corresponding solution gives a very good reconstructed image of the low-latitude ionosphere and the EIA within it. Provided that some mini- mum norm is fulfilled, the GSVD solution is found to be least affected by considerations, such as pixel size and number of ray paths. The method has also been used to investigate the behaviour of the mid-latitude ionosphere under magnetically quiet and disturbed conditions. A radio signal passing through the ionosphere suffers time delay, refraction and polarization rotations during its pas- sage through the ionized plasma. Since the beginning of the satellite era, radio beacons on board artificial satellites have been routinely used to measure the total ionospheric elec- tron content (TEC) using techniques such as Faraday rota- tion, group delay, Doppler shift (de Mendonca and Garriott, 1962; Davies, 1980, 1989, etc.). TEC is a measure of the total number of electrons contained in a tube of unit cross sectional area along the line of sight from the transmitter to the receiver. Individual and coordinated TEC measurements provide information about the temporal and horizontal distri- bution of electron content on various time scales. However,

[1]  S. Franke,et al.  Application of computerized tomography techniques to ionospheric research , 1986 .

[2]  Peyman Milanfar,et al.  Efficient generalized cross-validation with applications to parametric image restoration and resolution enhancement , 2001, IEEE Trans. Image Process..

[3]  T. D. Raymund,et al.  Ionospheric tomography algorithms , 1994, Int. J. Imaging Syst. Technol..

[4]  K. Davies,et al.  Recent progress in satellite radio beacon studies with particular emphasis on the ATS-6 radio beacon experiment , 1980 .

[5]  James A. Secan,et al.  Application of stochastic inverse theory to ionospheric tomography , 1992 .

[6]  Carl Wunsch,et al.  Ocean acoustic tomography: a scheme for large scale monitoring , 1979 .

[7]  Chung-Chih Liu,et al.  Tomographic imaging of the ionosphere using the GPS/MET and NNSS data , 2002 .

[8]  Viacheslav E. Kunitsyn,et al.  Diffraction Radio Tomography of Ionospheric Irregularities , 2003 .

[9]  I. K. Walker,et al.  Imaging of electron density troughs by tomographic techniques , 1997 .

[10]  O. K. Garriott,et al.  Ionospheric electron content calculated by a hybrid Faraday-Doppler technique , 1962 .

[11]  R. Lytle,et al.  Computerized geophysical tomography , 1979, Proceedings of the IEEE.

[12]  E. L. Afraimovich,et al.  Diagnostics of large-scale structures of the high-latitude ionosphere based on tomographic treatment of navigation-satellite signals and of data from ionospheric stations , 1992 .

[13]  S. E. Pryse,et al.  A preliminary experimental test of ionospheric tomography , 1992 .

[14]  H. Na,et al.  Resolution degradation parameters of ionospheric tomography , 1994 .

[15]  Supriya Chakrabarti,et al.  Tomographic studies of aeronomic phenomena using radio and UV techniques , 2002 .

[16]  Elena S. Andreeva,et al.  Some features of the equatorial anomaly revealed by ionospheric tomography , 2000 .

[17]  Hua Lee,et al.  Orthogonal decomposition technique for ionospheric tomography , 1991, Int. J. Imaging Syst. Technol..

[18]  E. Tereshchenko,et al.  Radio tomography of the ionosphere , 1992, IEEE Antennas and Propagation Magazine.

[19]  S. Deans The Radon Transform and Some of Its Applications , 1983 .

[20]  Cathryn N. Mitchell,et al.  A comparison of reconstruction techniques used in ionospheric tomography , 1998 .

[21]  Pradip Kumar Bhuyan,et al.  Tomographic reconstruction of the ionosphere using generalized singular value decomposition , 1999 .

[22]  K. C. Yeh,et al.  Limitations of ionospheric imaging by tomography , 1991 .

[23]  Hua Lee,et al.  Resolution analysis of tomographic reconstruction of electron density profiles in the Ionosphere , 1990, Int. J. Imaging Syst. Technol..

[24]  Jeffrey Robert Austen,et al.  Ionospheric imaging using computerized tomography , 1988 .

[25]  E. Andreeva,et al.  Phase-difference radiotomography of the ionosphere , 1992 .

[26]  J. Klobuchar,et al.  Application of computerized tomography to the investigation of ionospheric structures , 1990 .

[27]  V. E. Kunitsyn,et al.  Phase and phase‐difference ionospheric radio tomography , 1994, Int. J. Imaging Syst. Technol..

[28]  Steven J Franke,et al.  Ionospheric tomography: its limitations and reconstruction methods , 1994 .

[29]  B. Z. Khudukon,et al.  Radiotomographic investigations of ionospheric structures at auroral and middle latitudes , 1995 .

[30]  S. Franke,et al.  On generation of an assembly of images in ionospheric tomography , 2001 .

[31]  J. Sahr,et al.  Optimal truncation criterion for application of singular value decomposition to ionospheric tomography , 1999 .

[32]  V. E. Kunitsyn,et al.  Russian‐American tomography experiment , 1994, Int. J. Imaging Syst. Technol..

[33]  A Tikhonov,et al.  Solution of Incorrectly Formulated Problems and the Regularization Method , 1963 .

[34]  Elena S. Andreeva,et al.  Methods and algorithms of ray radiotomography for ionospheric research , 1995 .

[35]  S. E. Pryse,et al.  Experimental ionospheric tomography with ionosonde input and EISCAT verification , 1993 .

[36]  G. Fehmers Tomography of the ionosphere , 1996 .

[37]  Elena S. Andreeva,et al.  An investigation of motions of the equatorial anomaly crest , 2001 .

[38]  E. J. Fremouw,et al.  A status report on applying discrete inverse theory to ionospheric tomography , 1994, Int. J. Imaging Syst. Technol..

[39]  T. Raymund Comparisons of several ionospheric tomography algorithms , 1995 .

[40]  Paul F. Fougere,et al.  Ionospheric radio tomography using maximum entropy 1. Theory and simulation studies , 1995 .

[41]  Takashi Maruyama,et al.  Tomographic imaging of the ionosphere over Japan by the modified truncated SVD method , 1995 .